Knowledge discovery in scientific databases using text mining and social network analysis

A. Jalalimanesh
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引用次数: 6

Abstract

This paper introduces a novel methodology to extract core concepts from text corpus. This methodology is based on text mining and social network analysis. At the text mining phase the keywords are extracted by tokenizing, removing stop-lists and generating N-grams. Network analysis phase includes co-word occurrence extraction, network representation of linked terms and calculating centrality measure. We applied our methodology on a text corpus including 650 thesis titles in the domain of Industrial engineering. Interpreting enriched networks was interesting and gave us valuable knowledge about corpus content.
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基于文本挖掘和社会网络分析的科学数据库知识发现
本文介绍了一种从文本语料库中提取核心概念的新方法。该方法基于文本挖掘和社会网络分析。在文本挖掘阶段,通过标记化、删除停止列表和生成n -gram来提取关键字。网络分析阶段包括共词出现提取、关联词的网络表示和计算中心性测度。我们将我们的方法应用于包含工业工程领域650篇论文标题的文本语料库。解释丰富的网络是有趣的,并为我们提供了关于语料库内容的宝贵知识。
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